Giter Site home page Giter Site logo

egovqa's Introduction

Ego-VQA: Egocentric Video Question Answering dataset

Ego-VQA Dataset

In this experiment, we use Ego-VQA dataset. Please cite this paper[27] if you use this dataset. The original IU Multi-view egocentric video dataset can be downloaded [here]. Though it's not necessary to download the original frames, it would be helpful to visualize the egocentric data.

Third-person VQA v.s. Ego-VQA

Task

Pre-training Dataset (YouTube2Text-QA)

Because the Ego-VQA is a generally small QA dataset, we use a large YouTube2Text-QA dataset for pre-training. Please cite this paper[27] if you use this dataset.

Pre-train

python pretrain.py --memory_type=_mrm2s | _stvqa | _enc_dec | _co_mem

Please manually set select the best model on validation set for each model (memory_type), and modify train.py accordingly to update the initialization models.

Train, validate, and test

For training and validating, execute the following command

python train.py --split=1|2|3 --memory_type=_mrm2s | _stvqa | _enc_dec | _co_mem

For testing, execute the following command

python test.py --memory_type=_mrm2s | _stvqa | _enc_dec | _co_mem

Please modify train.py to manually add your pre-trained models to initialize the entire model. Current we use default models we provided in previous steps.

Requirements

Python = 2.7

PyTorch = 1.0+ [here]

GPU training with 4G+ memory, testing with 1G+ memory.

egovqa's People

Contributors

fanchenyou avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar

egovqa's Issues

The dataset hosting

Hello, I wanted to use your dataset but there's no access to drive. Would be great if you could upload it and host it on Hugging Face.

Pretrain-Model

Hello, I see the loading of pre training model in the code; How do you choose your pre training model?

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.